Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 6 months to 18 November 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
UK > England
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 142 138 115
Rank change year-on-year -4 -23 +15
Permanent jobs citing ETL 4050 4351 5540
As % of all permanent IT jobs advertised in England 2.41% 2.43% 2.69%
As % of the Processes & Methodologies category 2.69% 2.72% 3.03%
Number of salaries quoted 3225 3653 4598
England median annual salary £50,000 £52,500 £52,500
Median salary % change year-on-year -4.76% - +0.96%
10th Percentile £32,500 £35,000 £33,750
90th Percentile £76,250 £80,000 £78,750
UK median annual salary £50,000 £51,000 £50,000
% change year-on-year -1.96% +2.00% -

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 150826 160156 182795
As % of all permanent IT jobs advertised in England 89.93% 89.37% 88.72%
Number of salaries quoted 119888 134356 152138
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,250 £27,500
90th Percentile £80,000 £80,000 £77,500
UK median annual salary £50,000 £49,000 £47,500
% change year-on-year +2.04% +3.16% +5.56%

ETL
Job Vacancy Trend in England

Job postings citing ETL as a percentage of all IT jobs advertised in England.

Job vacancy trend for ETL in England

ETL
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing ETL in England.

Salary trend for ETL in England

ETL
Salary Histogram in England

The salary distribution of IT jobs citing ETL in England over the 6 months to 18 November 2017.

Salary histogram for ETL in England

ETL
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the England region over the 6 months to 18 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -22 2040 £56,000 -6.67% 84
North of England +10 616 £42,500 - 31
South East -34 555 £52,500 +5.00% 26
Midlands +22 333 £44,000 +3.53% 19
North West 0 304 £42,500 +6.25% 13
Yorkshire +21 288 £42,500 -3.41% 17
South West +48 258 £40,000 -5.88% 5
East of England +7 234 £47,500 -5.00% 4
West Midlands +56 222 £45,000 +9.76% 13
East Midlands 0 104 £40,000 -11.11% 6
North East +11 18 £42,500 +6.25% 1
ETL
UK

For the 6 months to 18 November 2017, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the England region with a requirement for ETL.

1 2892 (71.41%) SQL
2 2242 (55.36%) Business Intelligence
3 2082 (51.41%) SQL Server
4 1982 (48.94%) Data Warehouse
5 1765 (43.58%) SQL Server Integration Services
6 1356 (33.48%) Microsoft
7 1298 (32.05%) SQL Server Reporting Services
8 1197 (29.56%) Agile Software Development
9 1183 (29.21%) T-SQL
10 1096 (27.06%) Finance
11 979 (24.17%) SQL Server Analysis Services
12 878 (21.68%) Analytics
13 866 (21.38%) Oracle
14 853 (21.06%) Data Modelling
15 610 (15.06%) Tableau
16 608 (15.01%) Power BI
17 590 (14.57%) Analytical Skills
18 569 (14.05%) Big Data
19 542 (13.38%) Visualisation
20 513 (12.67%) Java
21 510 (12.59%) Data Management
22 500 (12.35%) .NET
23 481 (11.88%) Degree
24 480 (11.85%) C#
25 469 (11.58%) Microsoft Azure
26 468 (11.56%) Data Quality
27 463 (11.43%) Python
28 445 (10.99%) Performance Tuning
29 438 (10.81%) Relational Database
30 418 (10.32%) BusinessObjects

ETL
Co-occurring IT Skills in England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 245 (6.05%) Apache Spark
2 164 (4.05%) SAS
3 125 (3.09%) SharePoint
4 109 (2.69%) Apache
5 70 (1.73%) Tomcat
6 63 (1.56%) BizTalk Server
7 57 (1.41%) IIS
8 45 (1.11%) JBoss
9 43 (1.06%) Confluence
10 40 (0.99%) Elasticsearch
11 39 (0.96%) Apache Pig
12 26 (0.64%) Oracle SOA Suite
13 24 (0.59%) Apache Airflow
14 19 (0.47%) WebSphere
15 18 (0.44%) Drupal
16 17 (0.42%) WebLogic
17 14 (0.35%) Apache Solr
17 14 (0.35%) CMS
18 11 (0.27%) SharePoint Server
18 11 (0.27%) WordPress
Applications
1 412 (10.17%) Microsoft Excel
2 96 (2.37%) Microsoft Office
3 74 (1.83%) SPSS
4 58 (1.43%) Microsoft PowerPoint
5 33 (0.81%) MS Visio
6 10 (0.25%) Microsoft Project
7 9 (0.22%) Spreadsheet
8 4 (0.099%) EngageOne
8 4 (0.099%) SPSS Modeler
9 1 (0.025%) Mathematica
9 1 (0.025%) Weka
Business Applications
1 48 (1.19%) Dynamics CRM
2 36 (0.89%) Cognos Business Intelligence
3 24 (0.59%) Dynamics AX
3 24 (0.59%) Markit EDM
4 18 (0.44%) Oracle EBS
5 17 (0.42%) Salesforce.com CRM
6 14 (0.35%) Dynamics NAV
7 13 (0.32%) BusinessWare
8 12 (0.30%) Oracle ERP
9 11 (0.27%) SAP ERP
10 10 (0.25%) Cognos TM1
10 10 (0.25%) Dynamics GP
11 9 (0.22%) SAP S/4HANA
12 7 (0.17%) SAP Hybris
13 5 (0.12%) Eagle PACE
13 5 (0.12%) FastStats
13 5 (0.12%) HFM
13 5 (0.12%) Hyperion Planning
13 5 (0.12%) NetSuite
13 5 (0.12%) Oracle Receivables
Cloud Services
1 469 (11.58%) Microsoft Azure
2 329 (8.12%) Amazon AWS
3 114 (2.81%) GitHub
4 76 (1.88%) Google Cloud Platform
5 75 (1.85%) SaaS
6 44 (1.09%) Azure Machine Learning
7 42 (1.04%) Cloud Computing
8 32 (0.79%) IaaS
8 32 (0.79%) Office 365
9 30 (0.74%) Amazon Kinesis
9 30 (0.74%) Azure Data Factory
10 29 (0.72%) Force.com
11 27 (0.67%) Amazon EMR
12 20 (0.49%) Amazon S3
12 20 (0.49%) PaaS
13 17 (0.42%) AWS CloudFormation
14 16 (0.40%) iPaaS
15 15 (0.37%) Dynamics 365
16 14 (0.35%) Amazon CloudWatch
16 14 (0.35%) Google Analytics
Communications & Networking
1 41 (1.01%) Firewall
2 28 (0.69%) HTTP
3 24 (0.59%) Intranet
4 16 (0.40%) LDAP
5 15 (0.37%) DNS
6 14 (0.35%) Internet
7 13 (0.32%) FTP
7 13 (0.32%) SSL
8 10 (0.25%) SMS
9 8 (0.20%) AMQP
9 8 (0.20%) Kerberos
9 8 (0.20%) WinSCP
10 7 (0.17%) NAS
10 7 (0.17%) SAN
11 5 (0.12%) TCP/IP
12 3 (0.074%) HTTPS
12 3 (0.074%) LAN
12 3 (0.074%) SNMP
12 3 (0.074%) VPN
12 3 (0.074%) WAN
Database & Business Intelligence
1 2082 (51.41%) SQL Server
2 1982 (48.94%) Data Warehouse
3 1765 (43.58%) SQL Server Integration Services
4 1298 (32.05%) SQL Server Reporting Services
5 979 (24.17%) SQL Server Analysis Services
6 608 (15.01%) Power BI
7 569 (14.05%) Big Data
8 438 (10.81%) Relational Database
9 418 (10.32%) BusinessObjects
10 402 (9.93%) Hadoop
11 398 (9.83%) QlikView
12 356 (8.79%) SQL Server 2012
13 336 (8.30%) OLAP
14 325 (8.02%) SQL Server 2008
15 275 (6.79%) NoSQL
16 240 (5.93%) MySQL
17 212 (5.23%) SQL Server 2014
18 190 (4.69%) RDBMS
19 187 (4.62%) SQL Server 2016
20 168 (4.15%) Oracle Database
Development Applications
1 246 (6.07%) Visual Studio
2 215 (5.31%) Team Foundation Server
3 212 (5.23%) JIRA
4 206 (5.09%) Talend Open Studio
5 140 (3.46%) SQL Server Management Studio (SSMS)
6 114 (2.81%) TeamCity
7 99 (2.44%) Git (software)
8 77 (1.90%) Jenkins
9 74 (1.83%) Subversion
10 59 (1.46%) Selenium
11 34 (0.84%) Toad
12 27 (0.67%) HP UFT
13 26 (0.64%) ERwin
13 26 (0.64%) Octopus Deploy
14 25 (0.62%) RStudio
15 24 (0.59%) Oracle Forms
16 21 (0.52%) Maven
17 20 (0.49%) Bitbucket
18 18 (0.44%) Rational Functional Tester
19 16 (0.40%) WebDriver
General
1 1096 (27.06%) Finance
2 303 (7.48%) Banking
3 299 (7.38%) Retail
4 222 (5.48%) Marketing
5 161 (3.98%) Investment Banking
6 156 (3.85%) Legal
7 143 (3.53%) Retail Banking
8 141 (3.48%) Advertising
9 102 (2.52%) Manufacturing
10 91 (2.25%) Telecoms
11 68 (1.68%) Electronics
12 66 (1.63%) Games
13 61 (1.51%) Publishing
14 58 (1.43%) Front Office
15 48 (1.19%) Law
16 41 (1.01%) Back Office
17 37 (0.91%) Pharmaceutical
18 24 (0.59%) Private Banking
19 23 (0.57%) Corporate Banking
20 19 (0.47%) Automotive
Job Titles
1 1981 (48.91%) Developer
2 761 (18.79%) Business Intelligence Developer
3 679 (16.77%) SQL Developer
4 568 (14.02%) Analyst
5 320 (7.90%) Architect
6 299 (7.38%) SSIS Developer
7 282 (6.96%) Consultant
7 282 (6.96%) ETL Developer
8 264 (6.52%) Senior Developer
9 245 (6.05%) SQL BI Developer
10 226 (5.58%) Data Warehouse Developer
11 225 (5.56%) Business Developer
12 222 (5.48%) DBA
13 202 (4.99%) SQL Server Developer
14 190 (4.69%) SSRS Developer
15 187 (4.62%) Data Engineer
16 173 (4.27%) Data Architect
17 171 (4.22%) SQL DBA
18 164 (4.05%) Data Analyst
19 140 (3.46%) Business Intelligence Analyst
Libraries, Frameworks & Software Standards
1 500 (12.35%) .NET
2 278 (6.86%) Web Services
3 222 (5.48%) XML
4 219 (5.41%) MDX
5 196 (4.84%) ASP.NET
6 187 (4.62%) HTML
7 105 (2.59%) SOAP
8 102 (2.52%) REST
9 91 (2.25%) JSON
10 90 (2.22%) CSS
11 75 (1.85%) .NET Framework
12 69 (1.70%) AngularJS
12 69 (1.70%) Spring
13 63 (1.56%) Kafka
14 60 (1.48%) HTML5
15 59 (1.46%) Oracle GoldenGate
16 53 (1.31%) ASP.NET MVC
17 46 (1.14%) jQuery
18 44 (1.09%) Pandas
19 38 (0.94%) Middleware
Miscellaneous
1 590 (14.57%) Analytical Skills
2 238 (5.88%) Computer Science
3 203 (5.01%) Management Information System
4 172 (4.25%) Data Structures
5 95 (2.35%) Clustering
6 85 (2.10%) Replication
7 79 (1.95%) Enterprise Software
8 70 (1.73%) Greenfield Project
9 57 (1.41%) Virtual Team
10 47 (1.16%) Life Science
10 47 (1.16%) User Experience
11 45 (1.11%) Fintech
12 41 (1.01%) Client/Server
13 35 (0.86%) Algorithms
14 34 (0.84%) Credit Risk
15 26 (0.64%) N-Tier
16 25 (0.62%) NHS
17 20 (0.49%) Reference Data
18 18 (0.44%) iPad
19 17 (0.42%) Blog
Operating Systems
1 261 (6.44%) Linux
2 187 (4.62%) Windows
3 170 (4.20%) Unix
4 46 (1.14%) Windows Server
5 36 (0.89%) Windows Server 2012
6 17 (0.42%) Solaris
7 16 (0.40%) AIX
7 16 (0.40%) Windows Server 2008
8 15 (0.37%) Windows 7
9 10 (0.25%) Android
10 9 (0.22%) Apple iOS
11 7 (0.17%) Red Hat Enterprise Linux
12 6 (0.15%) Ubuntu
13 3 (0.074%) Windows 10
13 3 (0.074%) Windows 8
13 3 (0.074%) Windows Server 2003
14 2 (0.049%) CentOS
14 2 (0.049%) Oracle Linux
15 1 (0.025%) Embedded Linux
15 1 (0.025%) Mesosphere
Processes & Methodologies
1 2242 (55.36%) Business Intelligence
2 1197 (29.56%) Agile Software Development
3 878 (21.68%) Analytics
4 853 (21.06%) Data Modelling
5 542 (13.38%) Visualisation
6 510 (12.59%) Data Management
7 445 (10.99%) Performance Tuning
8 387 (9.56%) SDLC
9 386 (9.53%) Data Integration
10 384 (9.48%) Migration
11 362 (8.94%) Data Analysis
12 352 (8.69%) Kimball Methodology
13 334 (8.25%) Scrum
14 324 (8.00%) ETL Development
15 317 (7.83%) Data Visualisation
16 240 (5.93%) Data Migration
17 238 (5.88%) Data Architecture
18 234 (5.78%) Stakeholder Management
19 227 (5.60%) Mentoring
20 225 (5.56%) Data Analytics
Programming Languages
1 2892 (71.41%) SQL
2 1183 (29.21%) T-SQL
3 513 (12.67%) Java
4 480 (11.85%) C#
5 463 (11.43%) Python
6 293 (7.23%) PL/SQL
7 234 (5.78%) JavaScript
8 187 (4.62%) PowerShell
9 171 (4.22%) R
10 142 (3.51%) Scala
11 121 (2.99%) VBA
12 105 (2.59%) Shell Script
13 74 (1.83%) PHP
14 72 (1.78%) Data Analysis Expressions (DAX)
15 54 (1.33%) Bash Shell
16 50 (1.23%) VB
17 43 (1.06%) VB.NET
18 34 (0.84%) C
19 30 (0.74%) Apex Code
20 29 (0.72%) C++
Qualifications
1 481 (11.88%) Degree
2 137 (3.38%) Computer Science Degree
3 111 (2.74%) Microsoft Certification
4 66 (1.63%) Security Cleared
5 44 (1.09%) MCSA
5 44 (1.09%) MCSE
6 37 (0.91%) SC Cleared
7 34 (0.84%) Master's Degree
8 32 (0.79%) ISTQB
9 30 (0.74%) ISEB
10 20 (0.49%) Numerate Degree
11 12 (0.30%) MBA
11 12 (0.30%) MCITP
11 12 (0.30%) PMI Certification
12 10 (0.25%) MCDBA
13 9 (0.22%) MCP
14 8 (0.20%) ITIL Foundation Certificate
15 7 (0.17%) PhD
16 6 (0.15%) Oracle Certification
17 5 (0.12%) CIMA
Quality Assurance & Compliance
1 468 (11.56%) Data Quality
2 235 (5.80%) QA
3 58 (1.43%) SLA
4 32 (0.79%) GDPR
5 20 (0.49%) GCP
6 16 (0.40%) ISO/IEC 27001
7 11 (0.27%) MiFID
7 11 (0.27%) PMO
8 8 (0.20%) CRD IV
8 8 (0.20%) EMIR
9 6 (0.15%) Actionable Recommendations
9 6 (0.15%) PCI DSS
10 5 (0.12%) ISO 9001
11 4 (0.099%) GPG13
11 4 (0.099%) Solvency II
12 3 (0.074%) COBIT
12 3 (0.074%) FATCA
12 3 (0.074%) HL7
12 3 (0.074%) IFRS
12 3 (0.074%) IFRS 9
System Software
1 58 (1.43%) HDFS
2 50 (1.23%) Active Directory
3 33 (0.81%) Docker
4 27 (0.67%) Apache Flume
5 25 (0.62%) VMware Infrastructure
6 7 (0.17%) Virtual Servers
7 5 (0.12%) Firmware
8 4 (0.099%) Microsoft Virtual Server
8 4 (0.099%) Snort
9 3 (0.074%) Apache ZooKeeper
9 3 (0.074%) Hyper-V
9 3 (0.074%) Terminal Services
10 2 (0.049%) Oracle RAC
10 2 (0.049%) Virtual Machines
11 1 (0.025%) Cronacle
11 1 (0.025%) KVM
11 1 (0.025%) MapR-FS
Systems Management
1 40 (0.99%) Oozie
2 24 (0.59%) Oracle Enterprise Manager
3 23 (0.57%) SCCM
4 22 (0.54%) HP Quality Center
4 22 (0.54%) Opscode Chef
5 20 (0.49%) Puppet
6 17 (0.42%) Ambari
7 12 (0.30%) ZABBIX
8 11 (0.27%) Systems Management Server (SMS)
9 10 (0.25%) Control-M
10 9 (0.22%) Ansible
10 9 (0.22%) Microsoft Clustering
10 9 (0.22%) SCOM
11 8 (0.20%) Failover Clustering
12 6 (0.15%) CA Single Sign-On
12 6 (0.15%) Hadoop YARN
12 6 (0.15%) Marathon
12 6 (0.15%) Terraform
12 6 (0.15%) Tivoli
13 5 (0.12%) Nagios
Vendors
1 1356 (33.48%) Microsoft
2 866 (21.38%) Oracle
3 610 (15.06%) Tableau
4 404 (9.98%) SAP
5 336 (8.30%) Informatica
6 249 (6.15%) Cognos
7 206 (5.09%) Talend
8 166 (4.10%) IBM
9 148 (3.65%) MicroStrategy
10 105 (2.59%) Teradata
11 99 (2.44%) Salesforce.com
12 98 (2.42%) Google
13 95 (2.35%) Alteryx
14 74 (1.83%) Cloudera
15 67 (1.65%) Netezza
16 64 (1.58%) Ab Initio
17 46 (1.14%) Hortonworks
17 46 (1.14%) Sybase
18 42 (1.04%) RedGate
19 41 (1.01%) Jaspersoft